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Trends and Topics for 2022

Adrian Cockcroft

The need for systems to be resilient is still increasing, and chaos engineering tools and techniques are developing as a key way to validate that resilience is working as designed. For example AWS launched an instance type with 800 Gbits/s of network bandwith in 2021. primarily virtual?—?and and develop the ideas in this deck further.

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Open-Sourcing Metaflow, a Human-Centric Framework for Data Science

The Netflix TechBlog

On the other hand, very few data scientists feel strongly about the nature of the data warehouse, the compute platform that trains and scores their models, or the workflow scheduler. In this hypothetical example, the flow trains two versions of a model in parallel and chooses the one with the highest score.

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Open-Sourcing Metaflow, a Human-Centric Framework for Data Science

The Netflix TechBlog

On the other hand, very few data scientists feel strongly about the nature of the data warehouse, the compute platform that trains and scores their models, or the workflow scheduler. In this hypothetical example, the flow trains two versions of a model in parallel and chooses the one with the highest score.

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MLOps and DevOps: Why Data Makes It Different

O'Reilly

Let’s start by considering the job of a non-ML software engineer: writing traditional software deals with well-defined, narrowly-scoped inputs, which the engineer can exhaustively and cleanly model in the code. In effect, the engineer designs and builds the world wherein the software operates. Software Development Layers.

DevOps 138
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The Amazon.com 2010 Shareholder Letter Focusses on Technology.

All Things Distributed

Look inside a current textbook on software architecture, and youll find few patterns that we dont apply at Amazon. The advances in data management developed by Amazon engineers have been the starting point for the architectures underneath the cloud storage and data management services offered by Amazon Web Services (AWS).

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Cloud Adoption in 2020

O'Reilly

Live online training, videos, books, certification prep, and more, from O’Reilly and our partner publishers. AWS is far and away the cloud leader, followed by Azure (at more than half of share) and Google Cloud. But most Azure and GCP users also use AWS; the reverse isn’t necessarily true. Amazon and AWS Ascendant.

Cloud 141